Graph RAG finds what's similar. M-flow finds what's relevant.

Clean baseline implementation of PPO using an episodic TransformerXL memory

A minimalist MVP demonstrating a simple yet profound insight: aligning AI memory with human episodic memory granularity. Shows how this single principle enables simple methods to rival complex memory frameworks for conversational tasks.

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

Code for paper "Episodic Memory Deep Q-Networks" (https://arxiv.org/abs/1805.07603), IJCAI 2018

Self improving agents through iterations

Lu, Q., Hasson, U., & Norman, K. A. (2022). A neural network model of when to retrieve and encode episodic memories. eLife

Q-learning memory for AI agents. Outcome-based rewards from predictions, CRM events, calibration & retrospective. 17 MCP tools, hybrid retrieval, 5 reward paths.

PyTorch implementation of Episodic Meta Reinforcement Learning on variants of the "Two-Step" task. Reproduces the results found in three papers. Check the ReadMe for more details!

A Python(PyTorch) implementation of memory augmented neural network based on Ritter et al. (2018). Been There, Done That: Meta-Learning with Episodic Recall. ICML.

Open-source AI SRE agent that investigates production incidents using episodic memory and Neo4j knowledge graph. 46 production skills. Self-hosted.

Robot Memory - Persistent memory system for AI robots. MCP Server + hybrid search + spatial retrieval.

Persistent memory MCP server for AI agents — Rust, 19 tools, knowledge graph, Hebbian learning, episodic memory, contradiction detection, prospective triggers, Bayesian calibration, zero-config Docker setup.

Persistent memory for Claude Code — 41 neuroscience papers, 20 biological mechanisms. 97.8% R@10 LongMemEval | 92.6% R@10 LoCoMo | +33.4% BEAM-10M over flat retrieval (0.471 vs 0.353). Stage-Aware Context Assembly. PostgreSQL + pgvector.

NaQ: Leveraging Narrations as Queries to Supervise Episodic Memory. CVPR 2023.

Psifr: Analysis and visualization of free recall data

Persistent filesystem-based memory system for Claude Code. Pure MIF Level 3 compliant memory storage with YAML frontmatter, bi-temporal tracking, and proactive hooks. No dependencies - just markdown files and git.

A machine with human-like memory systems.

Long-term episodic memory for OpenClaw agents

ESTMS enables natural interaction with any VLM agent that learns from the conversation with the user and can help with everyday tasks.